Cloth Simulation : Self collision results in cloth "exploding"
A POSSIBLE WORK AROUND (that at least worked for me):

Scale up everything, then apply the transformation (CTRL+A > all transforms)

Sometimes cloth simulations in Blender results in error with too small meshes.

Hope this may help.

G